Load packages and functions

library(EnhancedVolcano)
library(UCell)
library(ggpubr)
library(rstatix)
library(Seurat)
library(SingleCellExperiment)
library(harmony)
library(scDblFinder)
library(SeuratDisk)
library(SeuratWrappers)
library(assertthat)
library(tidyquant)
library(tidyverse)
library(viridis)
library(ComplexHeatmap)
library(Matrix)
library(tidyverse)
library(readxl)
library(broom)
library(ggbeeswarm)
library(RColorBrewer)
library(scCustomize)
library(SPATA2)
library(NICHES)
library(cowplot)
library(NICHES)
library(clusterProfiler)
library(biomaRt)

## load functions and colors
source("R/functions.R")

Extended Data Figure 6a - prepro

## add DAM signature
## DAM modules
## find human homologs
dams <- list("DAM"= data.frame("MGI.symbol"=c("Cts7","Lpl","Itgax","Spp1","Apoe","Csf1","Clec7a","Igf1","Axl","Ank","Cd63","Tyrobp","Ctsb","Ctsd","Ctsl","Cd9","Ctsz","Ccl6","Trem2")))
  dams <- bind_rows(dams, .id = "term")
  
  ## find homologs
  ensembl.human <-useMart("ensembl", dataset = "hsapiens_gene_ensembl", host = "https://dec2021.archive.ensembl.org/")   #useEnsembl("ensembl", dataset = "hsapiens_gene_ensembl")
  ensembl.mouse <- useMart("ensembl", dataset = "mmusculus_gene_ensembl", host = "https://dec2021.archive.ensembl.org/")  #useEnsembl("ensembl", dataset = "mmusculus_gene_ensembl")
  
  homologs = getLDS(attributes = c("mgi_symbol"), filters = "mgi_symbol", values = dams$MGI.symbol , mart = ensembl.mouse, attributesL = c("hgnc_symbol"), martL = ensembl.human, uniqueRows=T)
  dams <- dams %>% 
    left_join(homologs)
  
  dam_markers <- list("DAM"=homologs$HGNC.symbol[-7])

## set the module scores
immune_comb <- AddModuleScore(immune_comb, dam_markers, name = names( dam_markers))
Error: object 'immune_comb' not found

Figure panels Extended data Figure 6 a,b,d

signatures <- c("macrophages_UCell","microglia_UCell","G2M.Score", "S.Score","DAM_UCell")

walk(signatures, function(x) {
  plt <- FeaturePlot(immune_comb, x) +
    scale_color_distiller(palette = "Reds", direction = 1) +
    theme_void()
  print(plt)
})

ED Figure 6 c


## subset the object for myeloid clusters
myeloid <- immune_comb[, !immune_comb$seurat_clusters %in% c("16","11","15","19","17")]

Figure panels Extended data Figure 6 e

immune_comb$dataset2 <- factor(immune_comb$dataset, levels = c("Braun et al.","Yang et al.","Present study"))

DimPlot(immune_comb, label = T, pt.size = .5, group.by = "dataset2") +
  scale_color_brewer(palette = "Paired") +
  labs(title = element_blank()) +
  theme_void()

Extended Data Figure 6f

Extended Data Figure 6g

Extended Data Figure 6h

DimPlot(fetal, group.by = "compartment", label = T, pt.size = 1, repel = T) +
  scale_color_manual(values = unname(palette_dark())[c(1:2,4)]) +
  theme_void() +
  NoLegend() +
  labs(title = element_blank())


fetal[[]] %>% 
  mosaicGG2(X="seurat_clusters",FILL="compartment", colors = unname(palette_dark())[c(1:2,4)])

Extended Data Figure 6i

DimPlot(fetal, group.by = "timepoint", label = T, pt.size = 1, repel = T) +
  scale_color_brewer(palette = "Set2") +
  theme_void() +
  NoLegend() +
  labs(title = element_blank())


## plot timepoint marimekko
fetal[[]] %>% 
  mosaicGG2(X="seurat_clusters",FILL="timepoint") +
  scale_fill_brewer(palette = "Set2")

Roman Sankowski 03-10-2023 email:

---
title: "Figure-extended-data-Figure-6-code"
output: html_notebook
---

### Load packages and functions
```{r Load packages, warning=FALSE, message=FALSE}
library(EnhancedVolcano)
library(UCell)
library(ggpubr)
library(rstatix)
library(Seurat)
library(SingleCellExperiment)
library(harmony)
library(scDblFinder)
library(SeuratDisk)
library(SeuratWrappers)
library(assertthat)
library(tidyquant)
library(tidyverse)
library(viridis)
library(ComplexHeatmap)
library(Matrix)
library(tidyverse)
library(readxl)
library(broom)
library(ggbeeswarm)
library(RColorBrewer)
library(scCustomize)
library(SPATA2)
library(NICHES)
library(cowplot)
library(NICHES)
library(clusterProfiler)
library(biomaRt)

## load functions and colors
source("R/functions.R")
```

### Extended Data Figure 6a - prepro
```{r ED Figure 6a_preprocess, warning=FALSE,message=FALSE}

if (!file.exists(file.path("data","immune_combined_with_Braun_Yang_et_al.H5Seurat"))) {
  ## generate the immune combined object
  immune_lin <- LoadH5Seurat(file.path("data","Linnarsson_developmental","immune_seurat_object.H5Seurat"))
  immune_lin <- immune_lin %>% 
    RunUMAP(dims = 1:30) %>% 
    FindNeighbors(dims = 1:30) %>% 
    FindClusters()
  load(file.path("data","Linnarsson_developmental","metadata_Linnarsson_immune_subset_for_azimuth.RData"))
  
  cp <- LoadH5Seurat(file.path("data","Yang_et_al_CP_all_cells.H5Seurat"))
  cp_immune <- subset(cp, subset = seurat_clusters == "9")
  
  immune <- subset(all, subset= seurat_clusters %in% c("9","23","12","22","26"))
  immune_comb <- merge(immune, list(immune_lin[rownames(immune_lin) %in% rownames(immune),],
                                    cp_immune))
  immune_comb <- immune_comb %>% 
    NormalizeData() %>% 
    FindVariableFeatures(nfeatures=10000) %>% 
    ScaleData(vars.to.regress = "percent.mt") %>% 
    RunPCA() %>%
    RunHarmony(group.by.vars = "experiment") %>% 
    RunUMAP(reduction = "harmony", dims = 1:30) %>% 
    FindNeighbors(reduction = "harmony", dims = 1:30) %>% 
    FindClusters()
  SaveH5Seurat(immune_comb, file.path("data","immune_combined_with_Braun_Yang_et_al.H5Seurat"))
} else {
  immune_comb <- LoadH5Seurat(file.path("data","immune_combined_with_Braun_Yang_et_al.H5Seurat"))
}

## set cluster order
## reorder clusters
order_clusters <- data.frame(seurat_clusters= immune_comb$seurat_clusters, row.names = rownames(immune_comb[[]])) %>%
  bind_cols(as.data.frame(t(immune_comb[["RNA"]]@scale.data))) %>%
  group_by(seurat_clusters) %>%
  summarize_all(.funs=mean) %>%
  as.data.frame()

rownames(order_clusters) <- order_clusters$seurat_clusters
order_clusters <- order_clusters$seurat_clusters[hclust(dist(order_clusters[,-1]))$order]

#reorder the clusters
levels(immune_comb) <- rev(order_clusters)
immune_comb$seurat_clusters <- factor(immune_comb$seurat_clusters, levels = levels(immune_comb))

## adjust cell type assignment
## reorder clusters
compartment_cor <- case_when(grepl("CP",immune_comb$compartment) ~ "CP",
                             grepl("13800",immune_comb$Pat_ID) ~ "LM",
                             T~immune_comb$compartment)
names(compartment_cor) <- colnames(immune_comb)
immune_comb$compartment_cor <- factor(compartment_cor, levels = c("CP","PC","LM"))

## add dataset
immune_comb$dataset <- case_when(grepl("^Linn", immune_comb$experiment) ~ "Braun et al.",
                                 grepl("Yang", immune_comb$experiment) ~ "Yang et al.",
                                 T ~ "Present study")
immune_comb$dataset <- factor(immune_comb$dataset, levels = c("Braun et al.","Yang et al.","Present study"))

## add timepoint
timepoint_cor <- case_when(immune_comb$timepoint == "CS21" ~ "7",
                           immune_comb$timepoint == "CS23" ~ "8",
                           T ~ immune_comb$timepoint)
  
timepoint_cor <- gsub("pcw","",timepoint_cor)
names(timepoint_cor) <- colnames(immune_comb)

immune_comb$timepoint_cor <- droplevels(factor(timepoint_cor, levels= c(as.character(5:23),"postnatal")))

## define cluster colors
clust_colors <- c(colors_many, colors_fig)[-c(14,21)][1:length(levels(immune_comb))]
names(clust_colors) <- levels(immune_comb)

## add DAM signature
## DAM modules
## find human homologs
dams <- list("DAM"= data.frame("MGI.symbol"=c("Cts7","Lpl","Itgax","Spp1","Apoe","Csf1","Clec7a","Igf1","Axl","Ank","Cd63","Tyrobp","Ctsb","Ctsd","Ctsl","Cd9","Ctsz","Ccl6","Trem2")))
  dams <- bind_rows(dams, .id = "term")
  
  ## find homologs
  ensembl.human <-useMart("ensembl", dataset = "hsapiens_gene_ensembl", host = "https://dec2021.archive.ensembl.org/")   #useEnsembl("ensembl", dataset = "hsapiens_gene_ensembl")
  ensembl.mouse <- useMart("ensembl", dataset = "mmusculus_gene_ensembl", host = "https://dec2021.archive.ensembl.org/")  #useEnsembl("ensembl", dataset = "mmusculus_gene_ensembl")
  
  homologs = getLDS(attributes = c("mgi_symbol"), filters = "mgi_symbol", values = dams$MGI.symbol , mart = ensembl.mouse, attributesL = c("hgnc_symbol"), martL = ensembl.human, uniqueRows=T)
  dams <- dams %>% 
    left_join(homologs)
  
  dam_markers <- list("DAM"=homologs$HGNC.symbol[-7])

## set the module scores
immune_comb <- AddModuleScore(immune_comb, dam_markers, name = names( dam_markers))
homing_scores <- ScoreSignatures_UCell(immune_comb[["RNA"]]@counts, features= dam_markers)
immune_comb <- AddMetaData(immune_comb, as.data.frame(homing_scores))

```
### Figure panels Extended data Figure 6 a,b,d
```{r ED Figure 6a-b, warning=FALSE, message=FALSE}
signatures <- c("macrophages_UCell","microglia_UCell","G2M.Score", "S.Score","DAM_UCell")

walk(signatures, function(x) {
  plt <- FeaturePlot(immune_comb, x) +
    scale_color_distiller(palette = "Reds", direction = 1) +
    theme_void()
  print(plt)
})

```
### ED Figure 6 c
```{r ED Figure 6c, warning=FALSE, message=FALSE}

## subset the object for myeloid clusters
myeloid <- immune_comb[, !immune_comb$seurat_clusters %in% c("16","11","15","19","17")]

## adjust metadata
myeloid$timepoint_cor <- droplevels(factor(timepoint_cor, levels= c(as.character(5:23),"postnatal")))

celltype_cor <- case_when(myeloid$seurat_clusters %in% c("7","1","2","14","3","12","6","5","4") & myeloid$compartment_cor !="CP" ~ "MG",
                          myeloid$seurat_clusters %in% c("7","1","2","14","3","12","6","5","4") & myeloid$compartment_cor =="CP" ~ "Kolmer",
                          myeloid$seurat_clusters %in% c("13","0","10","18")  ~ "CAMs",
                          myeloid$seurat_clusters %in% c("8")  & myeloid$compartment_cor =="CP" ~ "Kolmer cells",
                          myeloid$seurat_clusters %in% c("8")  ~ "MG",
                          myeloid$seurat_clusters %in% c("9") & myeloid$macrophages_UCell > .1  ~ "CAMs",
                          myeloid$seurat_clusters %in% c("9") & myeloid$microglia_UCell > .1  ~ "MG",
                          myeloid$seurat_clusters %in% c("9")  ~ "Other prolif. cells",
                          myeloid$seurat_clusters == "16" ~ "B cells",
                          myeloid$seurat_clusters == "15" ~ "T cells",
                          myeloid$seurat_clusters == "11" ~ "NK cells",
                          myeloid$seurat_clusters == "17" ~ "Monocytes",
                          myeloid$seurat_clusters == "19" ~ "Platelets",
                          T ~ "other")

names(celltype_cor) <- colnames(myeloid)
myeloid$celltype_cor <- celltype_cor

Idents(myeloid) <- myeloid$timepoint_cor

myeloid <- subset(myeloid, subset = celltype_cor %in% c("CAMs","MG","Kolmer cells"))
myeloid$celltype_cor <- factor(myeloid$celltype_cor, levels = c("CAMs","MG","Kolmer cells"))

## bulk heatmaps for the cam and microglia genes
Idents(myeloid) <- droplevels(myeloid$seurat_clusters)
levels(myeloid) <- levels(droplevels(myeloid$seurat_clusters))

## find markers
if (!file.exists(file.path("data","hdbr_myeloid_cell_markers.RData"))) {
  myeloid_markers <- FindAllMarkers(myeloid) 
    
  save(myeloid_markers, file = file.path("data","hdbr_myeloid_cell_markers.RData"))
} else {
  load(file.path("data","hdbr_myeloid_cell_markers.RData"))
}

top7 <- myeloid_markers %>% 
  filter(avg_log2FC>0) %>% 
  group_by(cluster) %>% 
  top_n(7, wt = avg_log2FC)
  
mean_expr <- data.frame(t(as.matrix(myeloid[["RNA"]]@data[unique(top7$gene),])), "cluster"=myeloid$seurat_clusters) %>%  
  group_by(cluster) %>% 
  summarise_all(.funs = mean) %>% 
  as.data.frame()

rownames(mean_expr) <- mean_expr$cluster
mean_expr$cluster <- NULL

mat <- scale(as.matrix(mean_expr))
Heatmap(mat, 
        cluster_rows = T,
        cluster_columns = T, 
        clustering_method_rows = "average",
        width = ncol(mat)*unit(5, "mm"), 
        height = nrow(mat)*unit(5, "mm"))

```

```{r source data ED F4c, echo=FALSE,warning=FALSE,message=FALSE}

write.csv(mat, file.path("data","source_data","panels_ED_Fig_6_c.csv"))
```


### Figure panels Extended data Figure 6 e
```{r ED Figure 6e, warning=FALSE, message=FALSE}
immune_comb$dataset2 <- factor(immune_comb$dataset, levels = c("Braun et al.","Yang et al.","Present study"))

DimPlot(immune_comb, label = T, pt.size = .5, group.by = "dataset2") +
  scale_color_brewer(palette = "Paired") +
  labs(title = element_blank()) +
  theme_void()

```

```{r source data ED6abde, echo=FALSE,warning=FALSE,message=FALSE}
df <- data.frame("UMAP_1"=immune_comb@reductions$umap@cell.embeddings[,1],
                 "UMAP_2"=immune_comb@reductions$umap@cell.embeddings[,2],
                 "Dataset"=immune_comb$dataset2,
                 immune_comb[[]][,signatures])
write.csv(df, file.path("data","source_data","panels_ED_Fig_6a_b_d_e.csv"))
```

### Extended Data Figure 6f
```{r ED Figure 6f, warning=FALSE, message=FALSE}

## plot myeloid nuc seq signatures
myeloid_nuc <- myeloid[,!myeloid$experiment %in% c("Linnasson_v2","Linnasson_v3")]

## microglia signature 
mg_cor <- myeloid_nuc[[]] %>% 
  group_by(Pat_ID, celltype_cor, .drop = F) %>% 
  mutate(cellcount=n(),
         mean_dam=mean(microglia_UCell, na.rm=T)) %>% 
  distinct(Pat_ID, celltype_cor, .keep_all = T) %>% 
  filter(cellcount>1) 

mg_cor %>% 
  ggplot(aes(timepoint,mean_dam, group=celltype_cor)) +
  geom_point(aes(color=compartment_cor), size=5, alpha=.5) +
  geom_smooth(method = "lm", lwd=3) +
  scale_color_manual(values = clust_colors[levels(myeloid_nuc$seurat_clusters)]) +
  theme_linedraw() +
  NoLegend() +
  labs(y="Expression",x="Cluster",title = element_blank()) +
  theme(text = element_text(size = 10),
        axis.text = element_text(size = 10),
        axis.text.x = element_text( angle = 45,vjust = 1,hjust = 1),
        panel.grid.minor = element_blank(),
        panel.grid.major.x = element_blank()) +
  facet_wrap(~celltype_cor) +
  stat_cor(size=5, label.y=.29) +
  expand_limits(y=c(0,.3))
 

## macrophage signature 
dam_cor <- myeloid_nuc[[]] %>% 
  group_by(Pat_ID, celltype_cor, .drop = F) %>% 
  mutate(cellcount=n(),
         mean_dam=mean(DAM_UCell, na.rm=T)) %>% 
  distinct(Pat_ID, celltype_cor, .keep_all = T) %>% 
  filter(cellcount>1) 
dam_cor %>% 
  ggplot(aes(timepoint,mean_dam, group=celltype_cor)) +
  geom_point(aes(color=compartment_cor), size=5, alpha=.5) +
  geom_smooth(method = "lm", lwd=3) +
  scale_color_manual(values = clust_colors[levels(myeloid_nuc$seurat_clusters)]) +
  theme_linedraw() +
  NoLegend() +
  labs(y="Expression",x="Cluster",title = element_blank()) +
  theme(text = element_text(size = 10),
        axis.text = element_text(size = 10),
        axis.text.x = element_text( angle = 45,vjust = 1,hjust = 1),
        panel.grid.minor = element_blank(),
        panel.grid.major.x = element_blank()) +
  facet_wrap(~celltype_cor) +
  stat_cor(size=5, label.y=.29) +
  expand_limits(y=c(0,.3))


```
```{r source data ED F6f_top, echo=FALSE,warning=FALSE,message=FALSE}
write.csv(dam_cor[,c("mean_dam","Pat_ID","timepoint")], file.path("data","source_data","panels_ED_Fig_6_f_top.csv"))
write.csv(mg_cor[,c("mean_dam","Pat_ID","timepoint")], file.path("data","source_data","panels_ED_Fig_6_f_bottom.csv"))
```

### Extended Data Figure 6g
```{r ED Figure 6g preprocess, warning=FALSE,message=FALSE}
### load multi omics fetal data
fetal <- LoadH5Seurat(file.path("data","reference_mapped_fetal.H5Seurat"))

## adjust cluster order
order_clusters <- data.frame(seurat_clusters= fetal$seurat_clusters, row.names = rownames(fetal[[]])) %>%
  bind_cols(as.data.frame(t(fetal[["SCT"]]@scale.data))) %>%
  group_by(seurat_clusters) %>%
  summarize_all(.funs=mean) %>%
  as.data.frame()

rownames(order_clusters) <- order_clusters$seurat_clusters
order_clusters <- order_clusters$seurat_clusters[hclust(dist(order_clusters[,-1]))$order]

#reorder the clusters
levels(fetal) <- rev(order_clusters)
fetal$seurat_clusters <- factor(fetal$seurat_clusters, levels = levels(fetal))

## adjust cell types
celltype_cor <- case_when(
  fetal$seurat_clusters == "12" ~ "Neuroectodermal",
  fetal$seurat_clusters == "5" ~ "B cells",
  fetal$seurat_clusters %in% c("7") ~ "CAMs",
  fetal$seurat_clusters %in% c("2") ~ "cDC2 & moMF",
  fetal$seurat_clusters %in% c("1","0","9","11") & fetal$compartment == "CP" ~ "Kolmer cells",
  fetal$seurat_clusters %in% c("1","0","9","11") & fetal$compartment != "CP" ~ "MG",
  fetal$seurat_clusters %in% c("10","6","8") ~ "Class. Mono",
  fetal$seurat_clusters %in% c("14") ~ "moMF",
  fetal$seurat_clusters == "15" ~ "Non-Class. Mono",
  fetal$seurat_clusters == "16" & fetal$microglia_UCell > .25 ~ "Prolif. MG",
  fetal$seurat_clusters == "16" & fetal$macrophages_UCell > .25 ~ "Prolif. CAMs",
  fetal$seurat_clusters == "16" ~ "Other prolif. cell",
  fetal$seurat_clusters %in% c("3") ~ "NK",
  fetal$seurat_clusters %in% c("13","4") ~ "T cells",
  fetal$seurat_clusters %in% c("17") ~ "pDCs",
  T ~ fetal$predicted.celltype
)
names(celltype_cor) <- colnames(fetal)
fetal$celltype_cor <- celltype_cor

## set compartment as factor
fetal$compartment <- factor(fetal$compartment, levels = c("CP","CTX","LM"))
levels(fetal$compartment) <- c("CP","PC","LM")

## plot clusters
DimPlot(fetal, label = T, pt.size = 1, repel = T) +
  scale_color_manual(values = c(colors_many, colors,unname(palette_green()))[-c(14,21,28)]) +
  theme_void() +
  NoLegend() +
  labs(title = element_blank())

```
### Extended Data Figure 6h
```{r ED Figure 6h, warning=FALSE,message=FALSE}
DimPlot(fetal, group.by = "compartment", label = T, pt.size = 1, repel = T) +
  scale_color_manual(values = unname(palette_dark())[c(1:2,4)]) +
  theme_void() +
  NoLegend() +
  labs(title = element_blank())

fetal[[]] %>% 
  mosaicGG2(X="seurat_clusters",FILL="compartment", colors = unname(palette_dark())[c(1:2,4)])
```

### Extended Data Figure 6i
```{r ED Figure 6i, warning=FALSE,message=FALSE}
DimPlot(fetal, group.by = "timepoint", label = T, pt.size = 1, repel = T) +
  scale_color_brewer(palette = "Set2") +
  theme_void() +
  NoLegend() +
  labs(title = element_blank())

## plot timepoint marimekko
fetal[[]] %>% 
  mosaicGG2(X="seurat_clusters",FILL="timepoint") +
  scale_fill_brewer(palette = "Set2")
```
```{r source data ED6ghi, echo=FALSE,warning=FALSE,message=FALSE}
df <- data.frame("UMAP_1"=fetal@reductions$umap@cell.embeddings[,1],
                 "UMAP_2"=fetal@reductions$umap@cell.embeddings[,2],
                 "Cluster"=fetal$seurat_clusters,
                 "Celltype"=fetal$celltype_cor,
                 "Timepoint"=fetal$timepoint,
                 "Compartment"=fetal$compartment)
write.csv(df, file.path("data","source_data","panels_ED_Fig_6g_h_i.csv"))
```



Roman Sankowski
03-10-2023
email: roman.sankowski@uniklinik-freiburg.de